Standalone ONVIF device enumeration tool for authorized research: service discovery, capabilities, media/PTZ/imaging/events/security checks, interactive mode, JSON output, and service URL patching for IP cameras, NVRs, and OEM physical-security devices.

Public research release for Digital Ally ThermoVu DTM-600 / Uniview OET-213H-NB analysis: findings, notes, evidence, LAPI/ONVIF tooling, test artifacts, and standalone Uniview LAPI toolkit. Excludes raw firmware, private workflow files, and personal source images.

Standalone Uniview/OEM LAPI research client for authorized testing: endpoint profiles, safe read-only defaults, explicit write controls, fingerprinting, low-risk audits, and DTM-600 validation data.

Public research release for Mayton/AutoPro CarPlay dongle analysis: documentation, findings, test plans, logs, configs, disclosure notes, and source-based tools for cpctl/cpcp, CarPlay shim/sink work, and offline package handling. Excludes raw firmware images and extracted filesystems.

Agent Ready Armor (ARA) — a runtime substrate for AI agents. Containment for what agents do, provenance for what they produce. Built for the demands of offensive security, applicable to any agentic deployment. Second in the Ready Armor Suite, after BRA. Control in Depth.

BRA Slim — free tier of Battle Ready Armor. AI-augmented security assessment, governed end-to-end. The operator drives; an LLM agent runs recon, captures evidence, drafts findings, and writes the report — every action gated, anonymized, and recorded by a governance layer the operator owns.

Self-hosted workbench host for AI coding agents. Each project gets a themed dashboard where the agent drops approval forms, runbooks, files, and review docs — out-of-band from chat, persistent, auditable. FastAPI + Svelte 5, single static binary or Docker, single-user.

SectorMap is a self-hosted, offline-first dataset browser and archive platform with a galaxy-style interface, SQLite storage, Docker deployment, CSV import/export, and multi-database support. Supports desktop and mobile web plus a native iOS app

Public preview of Battle Ready Armor (BRA): an agentic security assessment architecture for privacy-preserving context, explicit governance state, Control-in-Depth enforcement, governed materialization, and supervised self-growth.

Hardware hacker’s flying probe automation stack for agent-driven target discovery, microscope mapping, safety-monitored CNC motion, probe review, and controlled pin probing.